Competing contagion processes: Complex contagion triggered by simple contagion
arXiv:1712.05059 · doi:10.1038/s41598-018-28615-3
Abstract
Empirical evidence reveals that contagion processes often occur with competition of simple and complex contagion, meaning that while some agents follow simple contagion, others follow complex contagion. Simple contagion refers to spreading processes induced by a single exposure to a contagious entity while complex contagion demands multiple exposures for transmission. Inspired by this observation, we propose a model of contagion dynamics with a transmission probability that initiates a process of complex contagion. With this probability nodes subject to simple contagion get adopted and trigger a process of complex contagion. We obtain a phase diagram in the parameter space of the transmission probability and the fraction of nodes subject to complex contagion. Our contagion model exhibits a rich variety of phase transitions such as continuous, discontinuous, and hybrid phase transitions, criticality, tricriticality, and double transitions. In particular, we find a double phase transition showing a continuous transition and a following discontinuous transition in the density of adopted nodes with respect to the transmission probability. We show that the double transition occurs with an intermediate phase in which nodes following simple contagion become adopted but nodes with complex contagion remain susceptible.
9 pages, 4 figures
References in corpus (16)
- Statistical physics of social dynamics
- Evidence of Complex Contagion of Information in Social Media: An Experiment Using Twitter Bots
- k-core (bootstrap) percolation on complex networks: Critical phenomena and nonlocal effects
- Complex contagion process in spreading of online innovation
- Spreading Dynamics Following Bursty Human Activity Patterns
- Heterogeneous-k-core versus Bootstrap Percolation on Complex Networks
- Critical behaviors in contagion dynamics
- Fragmentation transitions in a coevolving nonlinear voter model
- Threshold learning dynamics in social networks
- Asymmetric percolation drives a double transition in sexual contact networks
- Critical behavior of -core percolation: Numerical studies
- Mixed-order phase transition in a colloidal crystal
- On the effect of heterogeneity in stochastic interacting-particle systems
- Mixed-order phase transition in a two-step contagion model with single infectious seed
- Critical behavior of a two-step contagion model with multiple seeds
- The onset of jamming as the sudden emergence of an infinite -core cluster
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- Coevolutionary Dynamics of Group Interactions: Coevolving Nonlinear Voter Models
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